RUOSPO, ANNACHIARA
RUOSPO, ANNACHIARA
Dipartimento di Automatica e Informatica
041203
AI-Based Detection and Classification of Adversarial and Fault-Induced Threats in Split Computing
2026 Esposito, Giuseppe.; Magliano, Enrico.; Scarano, N.; Ahmed Eltaras, T.; Guerrero Balaguera, J. D.; Mannella, L.; Rodriguez Condia, J. E.; Ruospo, A.; Di Carlo, S.; Levorato, M.; Savino, Alessandro; Sonza Reorda, M.
Benchmark Suite for Resilience Assessment of Deep Learning Models
2026 Bolchini, Cristiana; Bosio, Alberto; Cassano, Luca; Miele, Antonio; Pappalardo, Salvatore; Passarello, Dario; Ruospo, Annachiara; Sanchez, Ernesto; Sonza Reorda, Matteo; Turco, Vittorio
An Effective Iterative Statistical Fault Injection Methodology for Deep Neural Networks
2025 Ruospo, Annachiara; Reorda, Matteo Sonza; Mariani, Riccardo; Sanchez, Ernesto
Reliability of Deep Neural Networks: Impact and Open Issues
2025 Ruospo, A.; Pappalardo, S.; Turco, V.; Bosio, A.; Sanchez, E.
A Survey on Deep Learning Resilience Assessment Methodologies
2023 Ruospo, Annachiara; Sanchez, Ernesto; Matana Luza, Lucas; Dilillo, Luigi; Traiola, Marcello; Bosio, Alberto
Emulating the Effects of Radiation-Induced Soft-Errors for the Reliability Assessment of Neural Networks
2022 Matana Luza, Lucas; Ruospo, Annachiara; Soderstrom, Daniel; Cazzaniga, Carlo; Kastriotou, Maria; Sanchez, Ernesto; Bosio, Alberto; Dilillo, Luigi
Machine Learning for Hardware Security: Classifier-based Identification of Trojans in Pipelined Microprocessors
2022 Damljanovic, Aleksa; Ruospo, Annachiara; Sanchez, Ernesto; Squillero, Giovanni
Investigating data representation for efficient and reliable Convolutional Neural Networks
2021 Ruospo, Annachiara; Sanchez, Ernesto; Traiola, Marcello; O’Connor, Ian; Bosio, Alberto
On the Reliability Assessment of Artificial Neural Networks Running on AI-Oriented MPSoCs
2021 Ruospo, Annachiara; Ernesto, Sanchez
| Citazione | Data di pubblicazione | Autori | File |
|---|---|---|---|
| AI-Based Detection and Classification of Adversarial and Fault-Induced Threats in Split Computing / Esposito, Giuseppe., Magliano, Enrico., Scarano, N., Ahmed Eltaras, T., Guerrero Balaguera, J.D., Mannella, L., Rodriguez Condia, J.E., Ruospo, A., Di Carlo, S., Levorato, M., Savino, A., Sonza Reorda, M.. - In: IEEE TRANSACTIONS ON DEVICE AND MATERIALS RELIABILITY. - ISSN 1530-4388. - ELETTRONICO. - (2026), pp. 1-15. [10.1109/tdmr.2026.3704933] | 1-gen-2026 | Esposito, Giuseppe.Magliano, Enrico.Scarano, N.Ahmed Eltaras, T.Guerrero Balaguera, J. D.Mannella, L.Rodriguez Condia, J. E.Ruospo, A.Di Carlo, S.Levorato, M.Savino, AlessandroSonza Reorda, M. | - |
| Benchmark Suite for Resilience Assessment of Deep Learning Models / Bolchini, C., Bosio, A., Cassano, L., Miele, A., Pappalardo, S., Passarello, D., Ruospo, A., Sanchez, E., Sonza Reorda, M., Turco, V.. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - ELETTRONICO. - 45:1(2026), pp. 418-427. [10.1109/TCAD.2025.3578297] | 1-gen-2026 | Annachiara RuospoErnesto SanchezMatteo Sonza ReordaVittorio Turco + | Benchmark_Suite_for_Resilience_Assessment_of_Deep_Learning_Models.pdf |
| An Effective Iterative Statistical Fault Injection Methodology for Deep Neural Networks / Ruospo, A., Reorda, M.S., Mariani, R., Sanchez, E.. - In: IEEE TRANSACTIONS ON COMPUTERS. - ISSN 0018-9340. - ELETTRONICO. - 74:7(2025), pp. 2431-2444. [10.1109/tc.2025.3566863] | 1-gen-2025 | Ruospo, AnnachiaraReorda, Matteo SonzaSanchez, Ernesto + | An_Effective_Iterative_Statistical_Fault_Injection_Methodology_for_Deep_Neural_Networks.pdf; An_Effective_Iterative_Statistical_Fault_Injection_Methodology_for_Deep_Neural_Networks.pdf |
| Reliability of Deep Neural Networks: Impact and Open Issues / Ruospo, A., Pappalardo, S., Turco, V., Bosio, A., Sanchez, E.. - In: IEEE DESIGN & TEST. - ISSN 2168-2356. - ELETTRONICO. - 42:3(2025), pp. 14-25. [10.1109/MDAT.2025.3544125] | 1-gen-2025 | Ruospo A.Turco V.Bosio A.Sanchez E. + | DesignAndTest___TPTR_Special_Issue.pdf; Reliability_of_Deep_Neural_Networks_Impact_and_Open_Issues.pdf |
| A Survey on Deep Learning Resilience Assessment Methodologies / Ruospo, A., Sanchez, E., Matana Luza, L., Dilillo, L., Traiola, M., Bosio, A.. - In: COMPUTER. - ISSN 0018-9162. - ELETTRONICO. - 56:2(2023), pp. 57-66. [10.1109/MC.2022.3217841] | 1-gen-2023 | Ruospo, AnnachiaraSanchez, Ernesto + | A_Survey_on_Deep_Learning_Resilience_Assessment_Methodologies_CR.pdf; A_Survey_on_Deep_Learning_Resilience_Assessment_Methodologies.pdf |
| Emulating the Effects of Radiation-Induced Soft-Errors for the Reliability Assessment of Neural Networks / Matana Luza, L., Ruospo, A., Soderstrom, D., Cazzaniga, C., Kastriotou, M., Sanchez, E., Bosio, A., Dilillo, L.. - In: IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING. - ISSN 2168-6750. - ELETTRONICO. - 10:4(2022), pp. 1867-1882. [10.1109/TETC.2021.3116999] | 1-gen-2022 | Ruospo, AnnachiaraSanchez, Ernesto + | 2021_TETC___Emulating_the_Effects_of_Radiation_Induced_Soft_Errors_for_the_Reliability_Assessment_of_Neural_Networks.pdf; PUBLISHED_Emulating_the_Effects_of_Radiation-Induced_Soft-Errors_for_the_Reliability_Assessment_of_Neural_Networks.pdf |
| Machine Learning for Hardware Security: Classifier-based Identification of Trojans in Pipelined Microprocessors / Damljanovic, A., Ruospo, A., Sanchez, E., Squillero, G.. - In: APPLIED SOFT COMPUTING. - ISSN 1568-4946. - ELETTRONICO. - 116:(2022), pp. 1-16. [10.1016/j.asoc.2021.108068] | 1-gen-2022 | Aleksa DamljanovicAnnachiara RuospoErnesto SanchezGiovanni Squillero | HT_ML_Elsevier.pdf; 1-s2.0-S1568494621009753-main.pdf |
| Investigating data representation for efficient and reliable Convolutional Neural Networks / Ruospo, A., Sanchez, E., Traiola, M., O’Connor, I., Bosio, A.. - In: MICROPROCESSORS AND MICROSYSTEMS. - ISSN 0141-9331. - ELETTRONICO. - 86 (104318):(2021). [10.1016/j.micpro.2021.104318] | 1-gen-2021 | Ruospo, AnnachiaraSanchez, Ernesto + | FINAL_POSTPRODUCTION_PUBLISHED.pdf |
| On the Reliability Assessment of Artificial Neural Networks Running on AI-Oriented MPSoCs / Ruospo, A., Ernesto, S.. - In: APPLIED SCIENCES. - ISSN 2076-3417. - ELETTRONICO. - 11:14(2021). [10.3390/app11146455] | 1-gen-2021 | Annachiara RuospoErnesto Sanchez | applsci-11-06455.pdf; On_the_Reliability_Assessment_of_Artificial_Neural_Networks_Running_on_AI_Oriented_MPSoCs_final.pdf |